Paul Macko
AI Automation Strategist
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Paul Macko. Every entry undergoes editorial source verification.
Automated Content Repurposing Engine for Long-Form Media
Built an end-to-end automated workflow that ingests audio podcasts, generates precise Whisper transcripts, identifies viral hooks using LLM evaluation, and renders styled short-form video clips automatically.
Multi-speaker audio with heavy background music can lead to transcript misalignment without voice separation preprocessing.
The Deplatformable Guide to Local LLMs and Self-Hosted Data Sovereignty
Published an authoritative guide detailing the hardware specifications, quantization trade-offs (GGUF, EXL2), and network sandboxing needed to run private foundation models offline on consumer Apple Silicon and NVIDIA workstations.
Consumer hardware memory limits restrict inference speeds when running 70B parameter models without substantial unified RAM.